- Refactored table.yml to expand grid from 15 to 18 columns, perfectly aligning elements to their block columns without visual impurity.
- Updated schema validation and SVG layout logic to handle 18-col bounds.
- Re-generated periodic_table_hero.svg with the new clean grid layout.
- Switched 'Constraint-Driven Lowering Heuristic' to 'Constraint-Driven Structural Search' to emphasize generative design over compiler semantics.
- Fixed paper.tex title to remove academic jargon ('Generative Design Space').
- Styled code listings with custom 'elegant' light-theme formatting.
- Added Mamba compound visual figure to the limitations section.
- Added 'Predict the Paper' table to validate the heuristic empirically.
- Generated and included 'Nomenclature' table of all 90 elements.
- Re-added 'Framework Tax' limitation acknowledging software bottlenecks.
Add the Periodic Table of Machine Learning Systems source of truth and
the academic paper that introduces it.
* table.yml — canonical 90-element design space (8 abstraction layers
x 5 information-processing roles), with table.schema.json
* scripts/ — Node.js tools that build index.html from the YAML,
migrate prior HTML to YAML, and validate the schema
* paper/ — LaTeX paper "The Periodic Table of Machine Learning Systems:
A Constraint-Driven Design Heuristic with Compiler Correspondence"
* paper/scripts/generate_periodic_svg.py — vector hero figure
generator that reads table.yml and emits a crisp SVG/PDF the paper
embeds in place of a screenshot
* paper/figures/ — molecular_ml, mamba, and periodic_table_hero
figures (SVG sources + PDF outputs)
* paper/Makefile — full build pipeline (svgs -> rsvg-convert -> pdf)
* paper/references.bib — bibliography including Hennessy-Patterson,
Hooker, Sze/Emer, Halide, GPipe, PipeDream, Korthikanti, Kung
